{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from seaborn import heatmap\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import os\n",
    "os.chdir('../ensemble/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## XGB:\n",
    "xgb_res = pd.read_csv('xgb.csv')\n",
    "\n",
    "## Surprise 2: https://www.kaggle.com/tunguz/surprise-me-2\n",
    "## Use without combining dumb part\n",
    "surprise_res = pd.read_csv('surprise_me.csv')\n",
    "\n",
    "## The \"dumb\" - weighted mean comparison: https://www.kaggle.com/zeemeen/weighted-mean-comparisons-lb-0-497-1st\n",
    "dumb_res = pd.read_csv('dumb.csv')\n",
    "\n",
    "## RidgeCV: https://www.kaggle.com/yixinsunn/simple-ridge-regression-lb-0-497\n",
    "ridge_res = pd.read_csv('ridge.csv')\n",
    "\n",
    "## LGB: https://www.kaggle.com/johannesss/multiple-lightgbm\n",
    "## use similar params\n",
    "lgb_res = pd.read_csv('lgb.csv')\n",
    "\n",
    "## H2O: https://www.kaggle.com/pranav84/surprise-me-h2o-automl-version\n",
    "h2o_res = pd.read_csv('h2o.csv')\n",
    "\n",
    "## LSTM autoencoder: https://www.kaggle.com/ievgenvp/lstm-encoder-decoder-via-keras-lb-0-5\n",
    "## Use 100 epochs\n",
    "lstm_res = pd.read_csv('lstm.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fd5e657a690>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd61c8e9f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 390\n",
    "plt.figure(figsize=(16,8))\n",
    "plt.plot(range(N), xgb_res.visitors[:N], label = 'XGB')\n",
    "plt.plot(range(N), lstm_res.visitors[:N], label = 'LSTM')\n",
    "# plt.plot(range(N), lgb_res2.visitors[:N], label = 'H2O')\n",
    "\n",
    "# plt.plot(range(N), ridge_res_493.visitors[:N], label = 'RIDGE')\n",
    "# plt.plot(range(N), lgb_res_478.visitors[:N], label = 'LGB')\n",
    "# plt.plot(range(N), dumb.visitors[:N], label = 'dumb')\n",
    "plt.plot(range(N), h2o_res.visitors[:N], label = 'H2O')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "## As we found that give a bit more weight can improve the public LB,\n",
    "## we did calibration to use 1.03 overall weight here\n",
    "sub = surprise_res.copy()\n",
    "sub.visitors = (surprise_res.visitors * 0.15 + \\\n",
    "                h2o_res.visitors * 0.15 + \\\n",
    "                lgb_res.visitors * 0.05 + \\\n",
    "                ridge_res.visitors * 0.05) * 0.25 + \\\n",
    "                lstm_res.visitors * 0.4 + \\\n",
    "                xgb_res.visitors * 0.43 + \\\n",
    "                dumb_res.visitors * 0.1\n",
    "sub[['id', 'visitors']].to_csv('final_ensemble.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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